train-prob-1

Dataset statistics

Number of variables	17
Number of observations	107360
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.6 MiB
Average record size in memory	123.0 B

Variable types

Numeric	15
Categorical	2

Alerts

`feature2` is highly overall correlated with `feature13`	High correlation
`feature4` is highly overall correlated with `feature6` and 1 other fields	High correlation
`feature5` is highly overall correlated with `feature8`	High correlation
`feature6` is highly overall correlated with `feature4` and 1 other fields	High correlation
`feature8` is highly overall correlated with `feature5`	High correlation
`feature9` is highly overall correlated with `feature4` and 1 other fields	High correlation
`feature15` is highly overall correlated with `label`	High correlation
`feature13` is highly overall correlated with `feature2`	High correlation
`label` is highly overall correlated with `feature15`	High correlation
`label` is highly imbalanced (65.8%)	Imbalance
`feature5` has unique values	Unique
`feature6` has unique values	Unique
`feature10` has unique values	Unique
`feature14` has unique values	Unique
`feature15` has unique values	Unique
`feature16` has unique values	Unique
`feature2` has 7301 (6.8%) zeros	Zeros
`feature11` has 3901 (3.6%) zeros	Zeros
`feature12` has 10405 (9.7%) zeros	Zeros

Reproduction

Analysis started	2023-06-25 11:22:29.011988
Analysis finished	2023-06-25 11:23:28.616234
Duration	59.6 seconds
Software version	ydata-profiling vv4.3.1
Download configuration	config.json

feature1
Real number (ℝ)

Distinct	481
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	240.04948

Minimum	0
Maximum	480
Zeros	153
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	209.8 KiB

Quantile statistics

Minimum	0
5-th percentile	24
Q1	121
median	236
Q3	363
95-th percentile	459
Maximum	480
Range	480
Interquartile range (IQR)	242

Descriptive statistics

Standard deviation	139.26754
Coefficient of variation (CV)	0.58016181
Kurtosis	-1.2020849
Mean	240.04948
Median Absolute Deviation (MAD)	123
Skewness	0.018159458
Sum	25771712
Variance	19395.447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
459	811	0.8%
288	735	0.7%
206	731	0.7%
332	727	0.7%
461	684	0.6%
85	676	0.6%
231	639	0.6%
97	637	0.6%
67	633	0.6%
250	624	0.6%
Other values (471)	100463	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	153	0.1%
1	243	0.2%
2	58	0.1%
3	393	0.4%
4	112	0.1%
5	468	0.4%
6	49	< 0.1%
7	50	< 0.1%
8	441	0.4%
9	525	0.5%

Value	Count	Frequency (%)
480	250	0.2%
479	61	0.1%
478	294	0.3%
477	233	0.2%
476	298	0.3%
475	96	0.1%
474	377	0.4%
473	91	0.1%
472	57	0.1%
471	420	0.4%

feature2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3985656

Minimum	0
Maximum	13
Zeros	7301
Zeros (%)	6.8%
Negative	0
Negative (%)	0.0%
Memory size	105.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6
Q3	10
95-th percentile	12
Maximum	13
Range	13
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.9209623
Coefficient of variation (CV)	0.6127877
Kurtosis	-1.2081832
Mean	6.3985656
Median Absolute Deviation (MAD)	4
Skewness	-0.0026235355
Sum	686950
Variance	15.373945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
4	11426	10.6%
12	10479	9.8%
6	9947	9.3%
7	8994	8.4%
11	8771	8.2%
2	8711	8.1%
1	7676	7.1%
10	7662	7.1%
0	7301	6.8%
9	6977	6.5%
Other values (4)	19416	18.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7301	6.8%
1	7676	7.1%
2	8711	8.1%
3	4451	4.1%
4	11426	10.6%
5	6159	5.7%
6	9947	9.3%
7	8994	8.4%
8	5352	5.0%
9	6977	6.5%

Value	Count	Frequency (%)
13	3454	3.2%
12	10479	9.8%
11	8771	8.2%
10	7662	7.1%
9	6977	6.5%
8	5352	5.0%
7	8994	8.4%
6	9947	9.3%
5	6159	5.7%
4	11426	10.6%

feature3
Real number (ℝ)

Distinct	25565
Distinct (%)	23.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.882623

Minimum	1
Maximum	9875.47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2.51
Q1	9.94
median	48.69
Q3	90.99
95-th percentile	340.851
Maximum	9875.47
Range	9874.47
Interquartile range (IQR)	81.05

Descriptive statistics

Standard deviation	198.28937
Coefficient of variation (CV)	2.0053005
Kurtosis	185.78981
Mean	98.882623
Median Absolute Deviation (MAD)	39.22
Skewness	7.8808372
Sum	10616038
Variance	39318.675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.11	59	0.1%
3.06	56	0.1%
1.15	55	0.1%
1.92	51	< 0.1%
3.95	50	< 0.1%
1.61	50	< 0.1%
3.54	49	< 0.1%
1.14	49	< 0.1%
1.1	48	< 0.1%
1.09	48	< 0.1%
Other values (25555)	106845	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	29	< 0.1%
1.01	37	< 0.1%
1.02	27	< 0.1%
1.03	30	< 0.1%
1.04	40	< 0.1%
1.05	41	< 0.1%
1.06	38	< 0.1%
1.07	41	< 0.1%
1.08	43	< 0.1%
1.09	48	< 0.1%

Value	Count	Frequency (%)
9875.47	1	< 0.1%
9186.99	1	< 0.1%
8192.07	1	< 0.1%
7559.34	1	< 0.1%
6002.32	1	< 0.1%
5252.81	1	< 0.1%
4699.1	1	< 0.1%
4583.26	1	< 0.1%
4533.12	1	< 0.1%
4430.67	1	< 0.1%

feature4
Real number (ℝ)

HIGH CORRELATION

Distinct	893
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50738.075

Minimum	1106
Maximum	99791
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	1106
5-th percentile	7302
Q1	28152
median	46222
Q3	78045
95-th percentile	94954
Maximum	99791
Range	98685
Interquartile range (IQR)	49893

Descriptive statistics

Standard deviation	29606.912
Coefficient of variation (CV)	0.58352454
Kurtosis	-1.3190359
Mean	50738.075
Median Absolute Deviation (MAD)	27081
Skewness	0.068915724
Sum	5.4472398 × 10⁹
Variance	8.7656925 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85051	534	0.5%
94509	487	0.5%
44053	477	0.4%
93458	369	0.3%
22193	367	0.3%
32669	303	0.3%
85009	297	0.3%
48095	297	0.3%
56224	294	0.3%
53027	293	0.3%
Other values (883)	103642	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1106	199	0.2%
1431	143	0.1%
1550	216	0.2%
1570	289	0.3%
1609	141	0.1%
1701	156	0.1%
1760	141	0.1%
1880	146	0.1%
1902	156	0.1%
2081	100	0.1%

Value	Count	Frequency (%)
99791	186	0.2%
99737	191	0.2%
99709	7	< 0.1%
99654	142	0.1%
99508	7	< 0.1%
99218	153	0.1%
99206	129	0.1%
98354	231	0.2%
98312	94	0.1%
98230	239	0.2%

feature5
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	107360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.240961

Minimum	11.873034
Maximum	76.845878
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	11.873034
5-th percentile	27.804471
Q1	33.37877
median	37.492329
Q3	41.13894
95-th percentile	45.471442
Maximum	76.845878
Range	64.972844
Interquartile range (IQR)	7.7601697

Descriptive statistics

Standard deviation	5.7189324
Coefficient of variation (CV)	0.15356565
Kurtosis	2.4427351
Mean	37.240961
Median Absolute Deviation (MAD)	3.8585391
Skewness	0.38487312
Sum	3998189.6
Variance	32.706188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.35434507	1	< 0.1%
41.69108981	1	< 0.1%
24.73390468	1	< 0.1%
33.79141045	1	< 0.1%
43.96771265	1	< 0.1%
45.91235123	1	< 0.1%
44.81095722	1	< 0.1%
25.34530655	1	< 0.1%
34.55221071	1	< 0.1%
33.89898037	1	< 0.1%
Other values (107350)	107350	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.87303371	1	< 0.1%
14.95912265	1	< 0.1%
15.07966291	1	< 0.1%
15.11185023	1	< 0.1%
16.02176482	1	< 0.1%
16.16453759	1	< 0.1%
16.40507518	1	< 0.1%
16.40785006	1	< 0.1%
16.42829177	1	< 0.1%
16.5092993	1	< 0.1%

Value	Count	Frequency (%)
76.8458781	1	< 0.1%
75.47804188	1	< 0.1%
74.71848258	1	< 0.1%
74.59075688	1	< 0.1%
74.3803469	1	< 0.1%
74.17610596	1	< 0.1%
74.08888983	1	< 0.1%
74.06084688	1	< 0.1%
73.95149566	1	< 0.1%
73.80880658	1	< 0.1%

feature6
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	107360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.853114

Minimum	-172.64929
Maximum	-63.066068
Zeros	0
Zeros (%)	0.0%
Negative	107360
Negative (%)	100.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	-172.64929
5-th percentile	-121.31158
Q1	-98.953357
median	-87.146479
Q3	-79.58829
95-th percentile	-72.3855
Maximum	-63.066068
Range	109.58322
Interquartile range (IQR)	19.365066

Descriptive statistics

Standard deviation	16.35559
Coefficient of variation (CV)	-0.17806245
Kurtosis	0.53084475
Mean	-91.853114
Median Absolute Deviation (MAD)	9.3998833
Skewness	-0.95396941
Sum	-9861350.3
Variance	267.50534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-83.37201509	1	< 0.1%
-73.8957264	1	< 0.1%
-99.6445403	1	< 0.1%
-116.7091647	1	< 0.1%
-93.03484052	1	< 0.1%
-89.89625151	1	< 0.1%
-112.8562873	1	< 0.1%
-166.5222933	1	< 0.1%
-97.92056822	1	< 0.1%
-81.86970419	1	< 0.1%
Other values (107350)	107350	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-172.6492897	1	< 0.1%
-172.0274177	1	< 0.1%
-171.9630915	1	< 0.1%
-171.1974443	1	< 0.1%
-171.0406383	1	< 0.1%
-170.6418147	1	< 0.1%
-170.5758417	1	< 0.1%
-170.5130887	1	< 0.1%
-170.4931689	1	< 0.1%
-170.3138123	1	< 0.1%

Value	Count	Frequency (%)
-63.06606843	1	< 0.1%
-64.92263618	1	< 0.1%
-65.04017887	1	< 0.1%
-65.1725452	1	< 0.1%
-65.35198726	1	< 0.1%
-65.37930797	1	< 0.1%
-65.41633269	1	< 0.1%
-65.53414837	1	< 0.1%
-65.59338613	1	< 0.1%
-65.62494547	1	< 0.1%

feature7
Real number (ℝ)

Distinct	739
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	294032.75

Minimum	194
Maximum	2906700
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	194
5-th percentile	2661
Q1	16719
median	62009
Q3	247530
95-th percentile	1577385
Maximum	2906700
Range	2906506
Interquartile range (IQR)	230811

Descriptive statistics

Standard deviation	552931.69
Coefficient of variation (CV)	1.8805106
Kurtosis	8.5048413
Mean	294032.75
Median Absolute Deviation (MAD)	54143
Skewness	2.8579451
Sum	3.1567356 × 10¹⁰
Variance	3.0573346 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2906700	1295	1.2%
1595797	1067	1.0%
1577385	915	0.9%
1382480	911	0.8%
1312922	898	0.8%
2383912	852	0.8%
2504700	782	0.7%
910148	737	0.7%
790689	723	0.7%
67952	700	0.7%
Other values (729)	98480	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
194	101	0.1%
237	186	0.2%
333	294	0.3%
392	55	0.1%
441	148	0.1%
456	155	0.1%
614	54	0.1%
631	58	0.1%
710	186	0.2%
769	50	< 0.1%

Value	Count	Frequency (%)
2906700	1295	1.2%
2680484	244	0.2%
2504700	782	0.7%
2383912	852	0.8%
1737737	359	0.3%
1595797	1067	1.0%
1577385	915	0.9%
1526206	365	0.3%
1417793	285	0.3%
1382480	911	0.8%

feature8
Real number (ℝ)

HIGH CORRELATION

Distinct	107044
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.239563

Minimum	18.798261
Maximum	71.485302
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	18.798261
5-th percentile	28.276562
Q1	33.609103
median	37.560009
Q3	40.978207
95-th percentile	44.629931
Maximum	71.485302
Range	52.687041
Interquartile range (IQR)	7.3691045

Descriptive statistics

Standard deviation	5.3832329
Coefficient of variation (CV)	0.14455682
Kurtosis	3.1588387
Mean	37.239563
Median Absolute Deviation (MAD)	3.6580575
Skewness	0.4826461
Sum	3998039.4
Variance	28.979196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.590491	2	< 0.1%
34.990082	2	< 0.1%
43.874085	2	< 0.1%
31.290395	2	< 0.1%
44.793168	2	< 0.1%
40.737036	2	< 0.1%
30.494648	2	< 0.1%
33.086985	2	< 0.1%
35.862467	2	< 0.1%
42.666296	2	< 0.1%
Other values (107034)	107340	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.798261	1	< 0.1%
18.823393	1	< 0.1%
18.829194	1	< 0.1%
18.83863	1	< 0.1%
18.894883	1	< 0.1%
18.912901	1	< 0.1%
18.921812	1	< 0.1%
18.943383	1	< 0.1%
18.947359	1	< 0.1%
18.953519	1	< 0.1%

Value	Count	Frequency (%)
71.485302	1	< 0.1%
71.482581	1	< 0.1%
71.457397	1	< 0.1%
71.449817	1	< 0.1%
71.415706	1	< 0.1%
71.414967	1	< 0.1%
71.409252	1	< 0.1%
71.392575	1	< 0.1%
71.353192	1	< 0.1%
71.335174	1	< 0.1%

feature9
Real number (ℝ)

HIGH CORRELATION

Distinct	107210
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.860593

Minimum	-169.01967
Maximum	-69.13386
Zeros	0
Zeros (%)	0.0%
Negative	107360
Negative (%)	100.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	-169.01967
5-th percentile	-121.44258
Q1	-98.089413
median	-86.949154
Q3	-80.001092
95-th percentile	-73.12289
Maximum	-69.13386
Range	99.885809
Interquartile range (IQR)	18.08832

Descriptive statistics

Standard deviation	16.241312
Coefficient of variation (CV)	-0.17680391
Kurtosis	0.5609259
Mean	-91.860593
Median Absolute Deviation (MAD)	9.416795
Skewness	-0.97657373
Sum	-9862153.2
Variance	263.78022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-78.039653	2	< 0.1%
-73.531125	2	< 0.1%
-86.706426	2	< 0.1%
-122.988165	2	< 0.1%
-95.920992	2	< 0.1%
-79.823015	2	< 0.1%
-86.055083	2	< 0.1%
-86.513518	2	< 0.1%
-117.819622	2	< 0.1%
-96.171057	2	< 0.1%
Other values (107200)	107340	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-169.019669	1	< 0.1%
-169.019569	1	< 0.1%
-168.961024	1	< 0.1%
-168.93595	1	< 0.1%
-168.898636	1	< 0.1%
-168.879543	1	< 0.1%
-168.867378	1	< 0.1%
-168.849947	1	< 0.1%
-168.830506	1	< 0.1%
-168.802586	1	< 0.1%

Value	Count	Frequency (%)
-69.13386	1	< 0.1%
-69.137203	1	< 0.1%
-69.137284	1	< 0.1%
-69.141322	1	< 0.1%
-69.15635	1	< 0.1%
-69.160535	1	< 0.1%
-69.170033	1	< 0.1%
-69.173353	1	< 0.1%
-69.183253	1	< 0.1%
-69.209612	1	< 0.1%

feature10
Real number (ℝ)

UNIQUE

Distinct	107360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.306559

Minimum	23.447657
Maximum	96.996128
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	23.447657
5-th percentile	27.013771
Q1	34.976274
median	45.014083
Q3	58.726041
95-th percentile	81.285689
Maximum	96.996128
Range	73.548472
Interquartile range (IQR)	23.749768

Descriptive statistics

Standard deviation	16.677811
Coefficient of variation (CV)	0.34524941
Kurtosis	-0.10438393
Mean	48.306559
Median Absolute Deviation (MAD)	11.512617
Skewness	0.77088697
Sum	5186192.1
Variance	278.14937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.52929005	1	< 0.1%
37.50271487	1	< 0.1%
27.01024837	1	< 0.1%
47.09895409	1	< 0.1%
36.91729101	1	< 0.1%
43.84812883	1	< 0.1%
76.37331677	1	< 0.1%
52.97824142	1	< 0.1%
38.03501023	1	< 0.1%
46.00613194	1	< 0.1%
Other values (107350)	107350	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.44765672	1	< 0.1%
23.76904238	1	< 0.1%
23.86962919	1	< 0.1%
23.91537752	1	< 0.1%
23.94502762	1	< 0.1%
23.96328287	1	< 0.1%
23.99754265	1	< 0.1%
24.02708902	1	< 0.1%
24.03170502	1	< 0.1%
24.08620017	1	< 0.1%

Value	Count	Frequency (%)
96.99612844	1	< 0.1%
96.89987523	1	< 0.1%
96.79043027	1	< 0.1%
96.78070484	1	< 0.1%
96.68846318	1	< 0.1%
96.68206388	1	< 0.1%
96.60726724	1	< 0.1%
96.56237445	1	< 0.1%
96.52626482	1	< 0.1%
96.50563664	1	< 0.1%

feature11
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.706501

Minimum	0
Maximum	23
Zeros	3901
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	13
Q3	19
95-th percentile	23
Maximum	23
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.0599755
Coefficient of variation (CV)	0.55561914
Kurtosis	-1.1663527
Mean	12.706501
Median Absolute Deviation (MAD)	6
Skewness	-0.24002521
Sum	1364170
Variance	49.843254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
22	6726	6.3%
23	6688	6.2%
13	5150	4.8%
20	5147	4.8%
12	5079	4.7%
19	5062	4.7%
17	5050	4.7%
16	5020	4.7%
15	5009	4.7%
21	5007	4.7%
Other values (14)	53422	49.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3901	3.6%
1	3975	3.7%
2	4114	3.8%
3	4038	3.8%
4	3359	3.1%
5	3499	3.3%
6	3518	3.3%
7	3494	3.3%
8	3404	3.2%
9	3419	3.2%

Value	Count	Frequency (%)
23	6688	6.2%
22	6726	6.3%
21	5007	4.7%
20	5147	4.8%
19	5062	4.7%
18	4984	4.6%
17	5050	4.7%
16	5020	4.7%
15	5009	4.7%
14	4960	4.6%

feature12
Real number (ℝ)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4800857

Minimum	0
Maximum	6
Zeros	10405
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9910647
Coefficient of variation (CV)	0.57213093
Kurtosis	-1.1886886
Mean	3.4800857
Median Absolute Deviation (MAD)	2
Skewness	-0.29624589
Sum	373622
Variance	3.9643386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	22031	20.5%
5	19545	18.2%
4	16576	15.4%
2	14332	13.3%
1	12335	11.5%
3	12136	11.3%
0	10405	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10405	9.7%
1	12335	11.5%
2	14332	13.3%
3	12136	11.3%
4	16576	15.4%
5	19545	18.2%
6	22031	20.5%

Value	Count	Frequency (%)
6	22031	20.5%
5	19545	18.2%
4	16576	15.4%
3	12136	11.3%
2	14332	13.3%
1	12335	11.5%
0	10405	9.7%

feature13
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	838.9 KiB

1	55451
2	49874
3	2035

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	107360
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
1	55451	51.6%
2	49874	46.5%
3	2035	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	55451	51.6%
2	49874	46.5%
3	2035	1.9%

Most occurring characters

Value	Count	Frequency (%)
1	55451	51.6%
2	49874	46.5%
3	2035	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	107360	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	55451	51.6%
2	49874	46.5%
3	2035	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	107360	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	55451	51.6%
2	49874	46.5%
3	2035	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	107360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	55451	51.6%
2	49874	46.5%
3	2035	1.9%

feature14
Real number (ℝ)

UNIQUE

Distinct	107360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4967069

Minimum	-1.0035501
Maximum	16.812962
Zeros	0
Zeros (%)	0.0%
Negative	16
Negative (%)	< 0.1%
Memory size	838.9 KiB

Quantile statistics

Minimum	-1.0035501
5-th percentile	4.198523
Q1	6.1518838
median	7.4997775
Q3	8.844669
95-th percentile	10.776936
Maximum	16.812962
Range	17.816512
Interquartile range (IQR)	2.6927852

Descriptive statistics

Standard deviation	1.9971087
Coefficient of variation (CV)	0.26639813
Kurtosis	-0.00022876173
Mean	7.4967069
Median Absolute Deviation (MAD)	1.3464026
Skewness	-0.014684824
Sum	804846.46
Variance	3.9884432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.406360481	1	< 0.1%
6.760933755	1	< 0.1%
5.089393105	1	< 0.1%
9.145780571	1	< 0.1%
10.90147798	1	< 0.1%
7.307428649	1	< 0.1%
10.19816652	1	< 0.1%
6.121272138	1	< 0.1%
9.053955413	1	< 0.1%
7.833367766	1	< 0.1%
Other values (107350)	107350	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.003550085	1	< 0.1%
-0.9290672109	1	< 0.1%
-0.847267109	1	< 0.1%
-0.6487660799	1	< 0.1%
-0.6311311885	1	< 0.1%
-0.5234251099	1	< 0.1%
-0.4366576635	1	< 0.1%
-0.4186388095	1	< 0.1%
-0.4177912709	1	< 0.1%
-0.4026674936	1	< 0.1%

Value	Count	Frequency (%)
16.81296174	1	< 0.1%
15.72474357	1	< 0.1%
15.71535894	1	< 0.1%
15.5996583	1	< 0.1%
15.26951288	1	< 0.1%
15.26006981	1	< 0.1%
15.21305893	1	< 0.1%
15.16249969	1	< 0.1%
15.03182214	1	< 0.1%
15.0045217	1	< 0.1%

feature15
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	107360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53190045

Minimum	-0.33534564
Maximum	1.7033392
Zeros	0
Zeros (%)	0.0%
Negative	621
Negative (%)	0.6%
Memory size	838.9 KiB

Quantile statistics

Minimum	-0.33534564
5-th percentile	0.17528908
Q1	0.37558729
median	0.51713089
Q3	0.66708538
95-th percentile	0.95005698
Maximum	1.7033392
Range	2.0386849
Interquartile range (IQR)	0.29149809

Descriptive statistics

Standard deviation	0.23486759
Coefficient of variation (CV)	0.44156306
Kurtosis	0.77097238
Mean	0.53190045
Median Absolute Deviation (MAD)	0.14568023
Skewness	0.50395125
Sum	57104.832
Variance	0.055162784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2848339943	1	< 0.1%
0.5083875308	1	< 0.1%
0.4898885857	1	< 0.1%
0.2077378266	1	< 0.1%
0.4423484612	1	< 0.1%
0.6953744124	1	< 0.1%
0.9457802722	1	< 0.1%
0.6993925361	1	< 0.1%
0.166495547	1	< 0.1%
0.3710581304	1	< 0.1%
Other values (107350)	107350	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.3353456445	1	< 0.1%
-0.3213764401	1	< 0.1%
-0.3058587155	1	< 0.1%
-0.2967268268	1	< 0.1%
-0.2933620709	1	< 0.1%
-0.2920209356	1	< 0.1%
-0.2884168614	1	< 0.1%
-0.2832487307	1	< 0.1%
-0.2805849503	1	< 0.1%
-0.2778321205	1	< 0.1%

Value	Count	Frequency (%)
1.703339221	1	< 0.1%
1.666962389	1	< 0.1%
1.652025332	1	< 0.1%
1.651679277	1	< 0.1%
1.647956543	1	< 0.1%
1.647864592	1	< 0.1%
1.627449452	1	< 0.1%
1.625455378	1	< 0.1%
1.619805196	1	< 0.1%
1.615795848	1	< 0.1%

feature16
Real number (ℝ)

UNIQUE

Distinct	107360
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.232903

Minimum	44.152711
Maximum	88.834367
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	838.9 KiB

Quantile statistics

Minimum	44.152711
5-th percentile	57.451665
Q1	62.759422
median	66.313658
Q3	69.793228
95-th percentile	74.733936
Maximum	88.834367
Range	44.681657
Interquartile range (IQR)	7.0338056

Descriptive statistics

Standard deviation	5.265216
Coefficient of variation (CV)	0.079495474
Kurtosis	0.088114034
Mean	66.232903
Median Absolute Deviation (MAD)	3.5136515
Skewness	-0.093497159
Sum	7110764.4
Variance	27.7225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.0974369	1	< 0.1%
65.99569862	1	< 0.1%
72.39272219	1	< 0.1%
67.55977809	1	< 0.1%
56.4822707	1	< 0.1%
70.01956442	1	< 0.1%
60.83990727	1	< 0.1%
68.83523332	1	< 0.1%
72.23198183	1	< 0.1%
70.87719617	1	< 0.1%
Other values (107350)	107350	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44.15271061	1	< 0.1%
44.21972587	1	< 0.1%
44.4247799	1	< 0.1%
44.59322547	1	< 0.1%
44.68902034	1	< 0.1%
44.70530797	1	< 0.1%
44.88639665	1	< 0.1%
45.28013744	1	< 0.1%
45.28030756	1	< 0.1%
45.2890868	1	< 0.1%

Value	Count	Frequency (%)
88.8343673	1	< 0.1%
88.59156936	1	< 0.1%
87.48454737	1	< 0.1%
87.43937296	1	< 0.1%
87.28445786	1	< 0.1%
86.9780624	1	< 0.1%
86.78564545	1	< 0.1%
86.53818716	1	< 0.1%
86.23151857	1	< 0.1%
86.02992936	1	< 0.1%

label
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	838.9 KiB

0	100515
1	6845

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	107360
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	100515	93.6%
1	6845	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	100515	93.6%
1	6845	6.4%

Most occurring characters

Value	Count	Frequency (%)
0	100515	93.6%
1	6845	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	107360	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	100515	93.6%
1	6845	6.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	107360	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	100515	93.6%
1	6845	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	107360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	100515	93.6%
1	6845	6.4%

Auto

Heatmap
Table

	feature1	feature2	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature14	feature15	feature16	feature13	label
feature1	1.000	-0.002	0.000	-0.029	0.025	0.036	0.025	0.033	0.038	0.004	-0.003	0.001	0.003	-0.004	0.000	0.010	0.005
feature2	-0.002	1.000	-0.015	0.001	-0.000	0.001	0.001	-0.000	0.000	0.002	0.258	-0.036	0.002	0.020	-0.016	0.623	0.186
feature3	0.000	-0.015	1.000	0.003	-0.005	-0.003	0.000	-0.004	-0.003	0.017	-0.097	-0.014	0.003	0.109	-0.072	0.010	0.335
feature4	-0.029	0.001	0.003	1.000	-0.207	-0.964	0.119	-0.230	-0.976	0.016	0.001	-0.002	-0.000	-0.001	0.002	0.000	0.021
feature5	0.025	-0.000	-0.005	-0.207	1.000	0.208	-0.175	0.917	0.213	0.034	-0.008	0.002	0.001	-0.004	-0.001	0.005	0.000
feature6	0.036	0.001	-0.003	-0.964	0.208	1.000	-0.099	0.232	0.983	-0.022	0.002	0.001	0.000	0.001	-0.002	0.002	0.007
feature7	0.025	0.001	0.000	0.119	-0.175	-0.099	1.000	-0.189	-0.099	-0.012	-0.000	0.005	-0.002	-0.000	0.005	0.000	0.003
feature8	0.033	-0.000	-0.004	-0.230	0.917	0.232	-0.189	1.000	0.237	0.036	-0.009	0.001	0.000	-0.003	-0.001	0.000	0.012
feature9	0.038	0.000	-0.003	-0.976	0.213	0.983	-0.099	0.237	1.000	-0.022	0.002	0.002	-0.000	-0.000	-0.002	0.000	0.000
feature10	0.004	0.002	0.017	0.016	0.034	-0.022	-0.012	0.036	-0.022	1.000	-0.157	0.006	0.000	0.031	-0.020	0.007	0.086
feature11	-0.003	0.258	-0.097	0.001	-0.008	0.002	-0.000	-0.009	0.002	-0.157	1.000	-0.005	-0.001	0.021	-0.014	0.457	0.293
feature12	0.001	-0.036	-0.014	-0.002	0.002	0.001	0.005	0.001	0.002	0.006	-0.005	1.000	0.002	-0.030	0.019	0.253	0.070
feature14	0.003	0.002	0.003	-0.000	0.001	0.000	-0.002	0.000	-0.000	0.000	-0.001	0.002	1.000	0.006	-0.003	0.008	0.002
feature15	-0.004	0.020	0.109	-0.001	-0.004	0.001	-0.000	-0.003	-0.000	0.031	0.021	-0.030	0.006	1.000	-0.105	0.022	0.707
feature16	0.000	-0.016	-0.072	0.002	-0.001	-0.002	0.005	-0.001	-0.002	-0.020	-0.014	0.019	-0.003	-0.105	1.000	0.008	0.370
feature13	0.010	0.623	0.010	0.000	0.005	0.002	0.000	0.000	0.000	0.007	0.457	0.253	0.008	0.022	0.008	1.000	0.042
label	0.005	0.186	0.335	0.021	0.000	0.007	0.003	0.012	0.000	0.086	0.293	0.070	0.002	0.707	0.370	0.042	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	feature1	feature2	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature13	feature14	feature15	feature16
0	337	0	138.71	44121	39.354345	-83.372015	769341	41.359975	-80.587306	78.529290	10	1	1	6.406360	0.284834	67.097437
1	365	12	6.51	66442	35.920414	-98.480588	14283	39.439880	-96.938809	45.234461	18	2	2	6.800447	0.779245	66.892996
2	184	6	3.34	42071	36.155589	-88.412050	29655	37.220467	-88.393033	43.063620	22	2	2	8.342428	0.603699	66.288586
3	390	4	180.17	30067	31.949179	-82.265798	302309	33.430411	-84.920539	26.093487	0	3	1	8.697487	0.472254	63.834991
4	365	10	8.92	66442	40.881803	-99.983715	14283	38.770383	-95.877356	44.831443	16	5	2	6.544843	0.429824	62.746348
5	85	1	3.50	76049	31.025928	-98.588668	47119	33.391893	-98.010537	47.725075	17	0	2	7.748873	0.797506	66.322709
6	175	4	32.12	48044	42.866744	-80.391804	79580	42.982443	-82.511004	37.025660	6	2	1	7.159092	0.556500	62.545600
7	205	13	2.92	74432	36.650170	-96.403826	9730	34.616556	-96.535344	26.675388	20	2	3	9.889589	0.387862	77.046759
8	234	1	39.97	95148	38.135865	-122.624269	973849	37.949816	-120.814527	48.294298	23	2	2	5.485292	0.617117	63.560738
9	351	1	4.28	32810	26.052917	-82.045729	878243	27.811801	-81.086989	46.769191	14	3	2	6.475944	0.883962	67.620712

	feature1	feature2	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature13	feature14	feature15	feature16
107350	295	1	7.70	90057	32.118964	-122.233633	2383912	33.628888	-117.304881	51.226408	5	6	2	10.489310	0.827841	64.403458
107351	388	4	196.63	66210	42.063282	-97.235242	370212	39.020253	-93.799796	34.545659	2	1	1	4.444641	0.332312	61.993662
107352	394	7	17.75	38583	36.546145	-84.992340	23825	35.362495	-84.523580	39.722982	15	3	2	5.202882	0.842953	67.169842
107353	141	12	69.55	56364	47.089296	-94.435613	5416	46.559485	-94.652714	24.741958	13	6	1	5.829641	0.503621	63.754454
107354	302	9	14.17	89103	37.080829	-115.655228	1417793	36.023262	-115.341319	32.728845	13	6	1	1.827357	0.631990	62.689052
107355	288	11	89.36	92663	31.949042	-119.572855	62946	32.972526	-118.249519	26.573826	19	6	1	7.548109	0.448483	68.799775
107356	122	0	66.18	74115	35.039883	-98.245389	413574	36.290567	-95.090935	43.878081	17	4	2	8.574051	0.628681	67.981761
107357	340	7	22.84	63376	39.079630	-93.622469	70828	39.334027	-89.707495	37.770242	18	0	2	8.802872	0.485503	60.968425
107358	53	11	8.76	17402	45.598813	-74.124889	175624	40.403708	-77.370124	38.854136	14	3	1	7.618088	0.375221	64.368603
107359	135	2	99.95	75501	33.812630	-95.297199	60677	34.117342	-94.075214	35.755049	1	2	1	9.384363	0.559773	68.871916

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample